testing
2025-06-18 21:04:34,596 - INFO - Loaded existing data with 851773 rows
Fetching asset lists...
2025-06-18 21:04:35,019 - INFO - Retrieved top 100 cryptocurrencies from CoinGecko
2025-06-18 21:04:35,021 - INFO - Retrieved 29 futures contracts
2025-06-18 21:04:35,022 - INFO - Retrieved 50 S&P 500 stocks
2025-06-18 21:04:35,023 - INFO - Starting to download crypto data for 100 instruments...
2025-06-18 21:04:35,024 - INFO - Processing crypto 1/100: Bitcoin (BTC-USD)
2025-06-18 21:04:35,058 - INFO - Data for BTC-USD is already up to date
2025-06-18 21:04:35,060 - INFO - Processing crypto 2/100: Ethereum (ETH-USD)
2025-06-18 21:04:35,088 - INFO - Data for ETH-USD is already up to date
2025-06-18 21:04:35,089 - INFO - Processing crypto 3/100: XRP (XRP-USD)
2025-06-18 21:04:35,116 - INFO - Data for XRP-USD is already up to date
2025-06-18 21:04:35,117 - INFO - Processing crypto 4/100: BNB (BNB-USD)
2025-06-18 21:04:35,145 - INFO - Data for BNB-USD is already up to date
2025-06-18 21:04:35,146 - INFO - Processing crypto 5/100: Solana (SOL-USD)
2025-06-18 21:04:35,171 - INFO - Data for SOL-USD is already up to date
2025-06-18 21:04:35,172 - INFO - Processing crypto 6/100: TRON (TRX-USD)
2025-06-18 21:04:35,199 - INFO - Data for TRX-USD is already up to date
2025-06-18 21:04:35,199 - INFO - Processing crypto 7/100: Dogecoin (DOGE-USD)
2025-06-18 21:04:35,228 - INFO - Data for DOGE-USD is already up to date
2025-06-18 21:04:35,229 - INFO - Processing crypto 8/100: Cardano (ADA-USD)
2025-06-18 21:04:35,270 - INFO - Data for ADA-USD is already up to date
2025-06-18 21:04:35,271 - INFO - Processing crypto 9/100: Hyperliquid (HYPE-USD)
2025-06-18 21:04:35,329 - INFO - Retrieved 1 rows for HYPE-USD (crypto)
2025-06-18 21:04:35,431 - INFO - Processing crypto 10/100: Sui (SUI-USD)
2025-06-18 21:04:35,473 - INFO - Retrieved 1 rows for SUI-USD (crypto)
2025-06-18 21:04:35,576 - INFO - Crypto Progress: 10/100 completed. Success: 2, Failed: 0
2025-06-18 21:04:35,578 - INFO - Processing crypto 11/100: Bitcoin Cash (BCH-USD)
2025-06-18 21:04:35,607 - INFO - Data for BCH-USD is already up to date
2025-06-18 21:04:35,609 - INFO - Processing crypto 12/100: LEO Token (LEO-USD)
2025-06-18 21:04:35,634 - INFO - Data for LEO-USD is already up to date
2025-06-18 21:04:35,635 - INFO - Processing crypto 13/100: Chainlink (LINK-USD)
2025-06-18 21:04:35,661 - INFO - Data for LINK-USD is already up to date
2025-06-18 21:04:35,662 - INFO - Processing crypto 14/100: Stellar (XLM-USD)
2025-06-18 21:04:35,698 - INFO - Data for XLM-USD is already up to date
2025-06-18 21:04:35,699 - INFO - Processing crypto 15/100: Avalanche (AVAX-USD)
2025-06-18 21:04:35,762 - INFO - Data for AVAX-USD is already up to date
2025-06-18 21:04:35,764 - INFO - Processing crypto 16/100: Toncoin (TON-USD)
2025-06-18 21:04:35,814 - INFO - Data for TON-USD is already up to date
2025-06-18 21:04:35,814 - INFO - Processing crypto 17/100: WhiteBIT Coin (WBT-USD)
2025-06-18 21:04:35,841 - INFO - Data for WBT-USD is already up to date
2025-06-18 21:04:35,842 - INFO - Processing crypto 18/100: Shiba Inu (SHIB-USD)
2025-06-18 21:04:35,866 - INFO - Data for SHIB-USD is already up to date
2025-06-18 21:04:35,867 - INFO - Processing crypto 19/100: Litecoin (LTC-USD)
2025-06-18 21:04:35,894 - INFO - Data for LTC-USD is already up to date
2025-06-18 21:04:35,895 - INFO - Processing crypto 20/100: Hedera (HBAR-USD)
2025-06-18 21:04:35,920 - INFO - Data for HBAR-USD is already up to date
2025-06-18 21:04:35,921 - INFO - Processing crypto 21/100: Monero (XMR-USD)
2025-06-18 21:04:35,948 - INFO - Data for XMR-USD is already up to date
2025-06-18 21:04:35,949 - INFO - Processing crypto 22/100: Polkadot (DOT-USD)
2025-06-18 21:04:35,975 - INFO - Data for DOT-USD is already up to date
2025-06-18 21:04:35,976 - INFO - Processing crypto 23/100: Bitget Token (BGB-USD)
2025-06-18 21:04:36,001 - INFO - Data for BGB-USD is already up to date
2025-06-18 21:04:36,002 - INFO - Processing crypto 24/100: Uniswap (UNI-USD)
2025-06-18 21:04:36,036 - INFO - Retrieved 1 rows for UNI-USD (crypto)
2025-06-18 21:04:36,137 - INFO - Processing crypto 25/100: Pepe (PEPE-USD)
2025-06-18 21:04:36,175 - INFO - Retrieved 1 rows for PEPE-USD (crypto)
2025-06-18 21:04:36,277 - INFO - Processing crypto 26/100: Pi Network (PI-USD)
2025-06-18 21:04:36,310 - INFO - Retrieved 1 rows for PI-USD (crypto)
2025-06-18 21:04:36,412 - INFO - Processing crypto 27/100: Bittensor (TAO-USD)
2025-06-18 21:04:36,590 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc.
2025-06-18 21:04:36,592 - WARNING - No data retrieved for TAO-USD
2025-06-18 21:04:36,693 - INFO - Processing crypto 28/100: OKB (OKB-USD)
2025-06-18 21:04:36,721 - INFO - Data for OKB-USD is already up to date
2025-06-18 21:04:36,722 - INFO - Processing crypto 29/100: Cronos (CRO-USD)
2025-06-18 21:04:36,751 - INFO - Data for CRO-USD is already up to date
2025-06-18 21:04:36,753 - INFO - Processing crypto 30/100: Aptos (APT-USD)
2025-06-18 21:04:36,792 - INFO - Data for APT-USD is already up to date
2025-06-18 21:04:36,792 - INFO - Processing crypto 31/100: Internet Computer (ICP-USD)
2025-06-18 21:04:36,823 - INFO - Data for ICP-USD is already up to date
2025-06-18 21:04:36,824 - INFO - Processing crypto 32/100: NEAR Protocol (NEAR-USD)
2025-06-18 21:04:36,862 - INFO - Data for NEAR-USD is already up to date
2025-06-18 21:04:36,863 - INFO - Processing crypto 33/100: Ethereum Classic (ETC-USD)
2025-06-18 21:04:36,892 - INFO - Data for ETC-USD is already up to date
2025-06-18 21:04:36,893 - INFO - Processing crypto 34/100: Tokenize Xchange (TKX-USD)
2025-06-18 21:04:36,919 - INFO - Data for TKX-USD is already up to date
2025-06-18 21:04:36,920 - INFO - Processing crypto 35/100: Ondo (ONDO-USD)
2025-06-18 21:04:36,947 - INFO - Data for ONDO-USD is already up to date
2025-06-18 21:04:36,948 - INFO - Processing crypto 36/100: Mantle (MNT-USD)
2025-06-18 21:04:36,981 - INFO - Retrieved 1 rows for MNT-USD (crypto)
2025-06-18 21:04:37,083 - INFO - Processing crypto 37/100: Fasttoken (FTN-USD)
2025-06-18 21:04:37,112 - INFO - Data for FTN-USD is already up to date
2025-06-18 21:04:37,113 - INFO - Processing crypto 38/100: Official Trump (TRUMP-USD)
2025-06-18 21:04:37,140 - INFO - Data for TRUMP-USD is already up to date
2025-06-18 21:04:37,141 - INFO - Processing crypto 39/100: Kaspa (KAS-USD)
2025-06-18 21:04:37,168 - INFO - Data for KAS-USD is already up to date
2025-06-18 21:04:37,168 - INFO - Processing crypto 40/100: Gate (GT-USD)
2025-06-18 21:04:37,196 - INFO - Data for GT-USD is already up to date
2025-06-18 21:04:37,197 - INFO - Processing crypto 41/100: VeChain (VET-USD)
2025-06-18 21:04:37,230 - INFO - Data for VET-USD is already up to date
2025-06-18 21:04:37,231 - INFO - Processing crypto 42/100: Cosmos Hub (ATOM-USD)
2025-06-18 21:04:37,259 - INFO - Data for ATOM-USD is already up to date
2025-06-18 21:04:37,259 - INFO - Processing crypto 43/100: Sky (SKY-USD)
2025-06-18 21:04:37,287 - INFO - Data for SKY-USD is already up to date
2025-06-18 21:04:37,288 - INFO - Processing crypto 44/100: Artificial Superintelligence Alliance (FET-USD)
2025-06-18 21:04:37,314 - INFO - Data for FET-USD is already up to date
2025-06-18 21:04:37,315 - INFO - Processing crypto 45/100: Ethena (ENA-USD)
2025-06-18 21:04:37,341 - INFO - Data for ENA-USD is already up to date
2025-06-18 21:04:37,342 - INFO - Processing crypto 46/100: POL (ex-MATIC) (POL-USD)
2025-06-18 21:04:37,377 - INFO - Retrieved 1 rows for POL-USD (crypto)
2025-06-18 21:04:37,479 - INFO - Processing crypto 47/100: Render (RENDER-USD)
2025-06-18 21:04:37,515 - INFO - Data for RENDER-USD is already up to date
2025-06-18 21:04:37,516 - INFO - Processing crypto 48/100: Filecoin (FIL-USD)
2025-06-18 21:04:37,543 - INFO - Data for FIL-USD is already up to date
2025-06-18 21:04:37,544 - INFO - Processing crypto 49/100: Jupiter Perpetuals Liquidity Provider Token (JLP-USD)
2025-06-18 21:04:37,569 - INFO - Data for JLP-USD is already up to date
2025-06-18 21:04:37,571 - INFO - Processing crypto 50/100: Arbitrum (ARB-USD)
2025-06-18 21:04:37,597 - INFO - Data for ARB-USD is already up to date
2025-06-18 21:04:37,598 - INFO - Processing crypto 51/100: Worldcoin (WLD-USD)
2025-06-18 21:04:37,625 - INFO - Data for WLD-USD is already up to date
2025-06-18 21:04:37,626 - INFO - Processing crypto 52/100: Quant (QNT-USD)
2025-06-18 21:04:37,652 - INFO - Data for QNT-USD is already up to date
2025-06-18 21:04:37,653 - INFO - Processing crypto 53/100: Algorand (ALGO-USD)
2025-06-18 21:04:37,680 - INFO - Data for ALGO-USD is already up to date
2025-06-18 21:04:37,681 - INFO - Processing crypto 54/100: KuCoin (KCS-USD)
2025-06-18 21:04:37,707 - INFO - Data for KCS-USD is already up to date
2025-06-18 21:04:37,708 - INFO - Processing crypto 55/100: SPX6900 (SPX-USD)
2025-06-18 21:04:37,745 - WARNING - No data retrieved for SPX-USD
2025-06-18 21:04:37,847 - INFO - Processing crypto 56/100: NEXO (NEXO-USD)
2025-06-18 21:04:37,883 - INFO - Data for NEXO-USD is already up to date
2025-06-18 21:04:37,884 - INFO - Processing crypto 57/100: Flare (FLR-USD)
2025-06-18 21:04:37,910 - INFO - Data for FLR-USD is already up to date
2025-06-18 21:04:37,911 - INFO - Processing crypto 58/100: Jupiter (JUP-USD)
2025-06-18 21:04:37,941 - INFO - Data for JUP-USD is already up to date
2025-06-18 21:04:37,942 - INFO - Processing crypto 59/100: Celestia (TIA-USD)
2025-06-18 21:04:37,969 - INFO - Data for TIA-USD is already up to date
2025-06-18 21:04:37,970 - INFO - Processing crypto 60/100: Fartcoin (FARTCOIN-USD)
2025-06-18 21:04:37,996 - INFO - Data for FARTCOIN-USD is already up to date
2025-06-18 21:04:37,997 - INFO - Processing crypto 61/100: Virtuals Protocol (VIRTUAL-USD)
2025-06-18 21:04:38,024 - INFO - Data for VIRTUAL-USD is already up to date
2025-06-18 21:04:38,024 - INFO - Processing crypto 62/100: Bonk (BONK-USD)
2025-06-18 21:04:38,051 - INFO - Data for BONK-USD is already up to date
2025-06-18 21:04:38,051 - INFO - Processing crypto 63/100: Injective (INJ-USD)
2025-06-18 21:04:38,078 - INFO - Data for INJ-USD is already up to date
2025-06-18 21:04:38,079 - INFO - Processing crypto 64/100: Sonic (S-USD)
2025-06-18 21:04:38,112 - INFO - Retrieved 1 rows for S-USD (crypto)
2025-06-18 21:04:38,214 - INFO - Processing crypto 65/100: Kaia (KAIA-USD)
2025-06-18 21:04:38,243 - INFO - Data for KAIA-USD is already up to date
2025-06-18 21:04:38,244 - INFO - Processing crypto 66/100: Optimism (OP-USD)
2025-06-18 21:04:38,268 - INFO - Data for OP-USD is already up to date
2025-06-18 21:04:38,269 - INFO - Processing crypto 67/100: Sei (SEI-USD)
2025-06-18 21:04:38,297 - INFO - Data for SEI-USD is already up to date
2025-06-18 21:04:38,298 - INFO - Processing crypto 68/100: AB (AB-USD)
2025-06-18 21:04:38,339 - INFO - Data for AB-USD is already up to date
2025-06-18 21:04:38,340 - INFO - Processing crypto 69/100: XDC Network (XDC-USD)
2025-06-18 21:04:38,368 - INFO - Data for XDC-USD is already up to date
2025-06-18 21:04:38,369 - INFO - Processing crypto 70/100: Stacks (STX-USD)
2025-06-18 21:04:38,401 - INFO - Retrieved 1 rows for STX-USD (crypto)
2025-06-18 21:04:38,503 - INFO - Crypto Progress: 70/100 completed. Success: 9, Failed: 2
2025-06-18 21:04:38,505 - INFO - Processing crypto 71/100: Solv Protocol BTC (SOLVBTC-USD)
2025-06-18 21:04:38,534 - INFO - Data for SOLVBTC-USD is already up to date
2025-06-18 21:04:38,535 - INFO - Processing crypto 72/100: PAX Gold (PAXG-USD)
2025-06-18 21:04:38,564 - INFO - Data for PAXG-USD is already up to date
2025-06-18 21:04:38,564 - INFO - Processing crypto 73/100: Tether Gold (XAUT-USD)
2025-06-18 21:04:38,605 - INFO - Data for XAUT-USD is already up to date
2025-06-18 21:04:38,606 - INFO - Processing crypto 74/100: The Graph (GRT-USD)
2025-06-18 21:04:38,644 - INFO - Retrieved 1 rows for GRT-USD (crypto)
2025-06-18 21:04:38,745 - INFO - Processing crypto 75/100: clBTC (CLBTC-USD)
2025-06-18 21:04:38,776 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
2025-06-18 21:04:38,777 - WARNING - No data retrieved for CLBTC-USD
2025-06-18 21:04:38,878 - INFO - Processing crypto 76/100: Vaulta (A-USD)
2025-06-18 21:04:38,911 - INFO - Retrieved 1 rows for A-USD (crypto)
2025-06-18 21:04:39,013 - INFO - Processing crypto 77/100: dogwifhat (WIF-USD)
2025-06-18 21:04:39,042 - INFO - Data for WIF-USD is already up to date
2025-06-18 21:04:39,042 - INFO - Processing crypto 78/100: Story (IP-USD)
2025-06-18 21:04:39,069 - INFO - Data for IP-USD is already up to date
2025-06-18 21:04:39,070 - INFO - Processing crypto 79/100: Immutable (IMX-USD)
2025-06-18 21:04:39,107 - INFO - Retrieved 1 rows for IMX-USD (crypto)
2025-06-18 21:04:39,209 - INFO - Processing crypto 80/100: Jito (JTO-USD)
2025-06-18 21:04:39,236 - INFO - Data for JTO-USD is already up to date
2025-06-18 21:04:39,237 - INFO - Processing crypto 81/100: OUSG (OUSG-USD)
2025-06-18 21:04:39,269 - INFO - Retrieved 1 rows for OUSG-USD (crypto)
2025-06-18 21:04:39,372 - INFO - Processing crypto 82/100: FLOKI (FLOKI-USD)
2025-06-18 21:04:39,403 - INFO - Data for FLOKI-USD is already up to date
2025-06-18 21:04:39,404 - INFO - Processing crypto 83/100: PancakeSwap (CAKE-USD)
2025-06-18 21:04:39,431 - INFO - Data for CAKE-USD is already up to date
2025-06-18 21:04:39,432 - INFO - Processing crypto 84/100: Aerodrome Finance (AERO-USD)
2025-06-18 21:04:39,459 - INFO - Data for AERO-USD is already up to date
2025-06-18 21:04:39,460 - INFO - Processing crypto 85/100: Theta Network (THETA-USD)
2025-06-18 21:04:39,487 - INFO - Data for THETA-USD is already up to date
2025-06-18 21:04:39,488 - INFO - Processing crypto 86/100: Zcash (ZEC-USD)
2025-06-18 21:04:39,515 - INFO - Data for ZEC-USD is already up to date
2025-06-18 21:04:39,516 - INFO - Processing crypto 87/100: Ethereum Name Service (ENS-USD)
2025-06-18 21:04:39,542 - INFO - Data for ENS-USD is already up to date
2025-06-18 21:04:39,543 - INFO - Processing crypto 88/100: GALA (GALA-USD)
2025-06-18 21:04:39,569 - INFO - Data for GALA-USD is already up to date
2025-06-18 21:04:39,569 - INFO - Processing crypto 89/100: BitTorrent (BTT-USD)
2025-06-18 21:04:39,596 - INFO - Data for BTT-USD is already up to date
2025-06-18 21:04:39,598 - INFO - Processing crypto 90/100: IOTA (IOTA-USD)
2025-06-18 21:04:39,624 - INFO - Data for IOTA-USD is already up to date
2025-06-18 21:04:39,625 - INFO - Processing crypto 91/100: The Sandbox (SAND-USD)
2025-06-18 21:04:39,651 - INFO - Data for SAND-USD is already up to date
2025-06-18 21:04:39,652 - INFO - Processing crypto 92/100: Bitcoin SV (BSV-USD)
2025-06-18 21:04:39,679 - INFO - Data for BSV-USD is already up to date
2025-06-18 21:04:39,680 - INFO - Processing crypto 93/100: Pendle (PENDLE-USD)
2025-06-18 21:04:39,706 - INFO - Data for PENDLE-USD is already up to date
2025-06-18 21:04:39,707 - INFO - Processing crypto 94/100: JasmyCoin (JASMY-USD)
2025-06-18 21:04:39,734 - INFO - Data for JASMY-USD is already up to date
2025-06-18 21:04:39,735 - INFO - Processing crypto 95/100: Walrus (WAL-USD)
2025-06-18 21:04:39,767 - INFO - Retrieved 1 rows for WAL-USD (crypto)
2025-06-18 21:04:39,869 - INFO - Processing crypto 96/100: Pudgy Penguins (PENGU-USD)
2025-06-18 21:04:39,912 - WARNING - No data retrieved for PENGU-USD
2025-06-18 21:04:40,014 - INFO - Processing crypto 97/100: Pyth Network (PYTH-USD)
2025-06-18 21:04:40,048 - INFO - Data for PYTH-USD is already up to date
2025-06-18 21:04:40,050 - INFO - Processing crypto 98/100: Tezos (XTZ-USD)
2025-06-18 21:04:40,075 - INFO - Data for XTZ-USD is already up to date
2025-06-18 21:04:40,076 - INFO - Processing crypto 99/100: Super OETH (SUPEROETH-USD)
2025-06-18 21:04:40,102 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found
2025-06-18 21:04:40,102 - WARNING - No data retrieved for SUPEROETH-USD
2025-06-18 21:04:40,203 - INFO - Processing crypto 100/100: tBTC (TBTC-USD)
2025-06-18 21:04:40,236 - INFO - Data for TBTC-USD is already up to date
2025-06-18 21:04:40,236 - INFO - Starting to download futures data for 29 instruments...
2025-06-18 21:04:40,237 - INFO - Processing futures 1/29: S&P 500 E-mini (ES=F)
2025-06-18 21:04:40,264 - INFO - Data for ES=F is already up to date
2025-06-18 21:04:40,265 - INFO - Processing futures 2/29: Dow Jones E-mini (YM=F)
2025-06-18 21:04:40,292 - INFO - Data for YM=F is already up to date
2025-06-18 21:04:40,293 - INFO - Processing futures 3/29: Nasdaq 100 E-mini (NQ=F)
2025-06-18 21:04:40,320 - INFO - Data for NQ=F is already up to date
2025-06-18 21:04:40,320 - INFO - Processing futures 4/29: Russell 2000 E-mini (RTY=F)
2025-06-18 21:04:40,347 - INFO - Data for RTY=F is already up to date
2025-06-18 21:04:40,348 - INFO - Processing futures 5/29: Crude Oil (WTI) (CL=F)
2025-06-18 21:04:40,374 - INFO - Data for CL=F is already up to date
2025-06-18 21:04:40,375 - INFO - Processing futures 6/29: Brent Crude Oil (BZ=F)
2025-06-18 21:04:40,403 - INFO - Data for BZ=F is already up to date
2025-06-18 21:04:40,405 - INFO - Processing futures 7/29: Natural Gas (NG=F)
2025-06-18 21:04:40,430 - INFO - Data for NG=F is already up to date
2025-06-18 21:04:40,431 - INFO - Processing futures 8/29: Gold (GC=F)
2025-06-18 21:04:40,458 - INFO - Data for GC=F is already up to date
2025-06-18 21:04:40,459 - INFO - Processing futures 9/29: Silver (SI=F)
2025-06-18 21:04:40,486 - INFO - Data for SI=F is already up to date
2025-06-18 21:04:40,487 - INFO - Processing futures 10/29: Platinum (PL=F)
2025-06-18 21:04:40,514 - INFO - Data for PL=F is already up to date
2025-06-18 21:04:40,516 - INFO - Processing futures 11/29: Palladium (PA=F)
2025-06-18 21:04:40,542 - INFO - Data for PA=F is already up to date
2025-06-18 21:04:40,543 - INFO - Processing futures 12/29: Copper (HG=F)
2025-06-18 21:04:40,577 - INFO - Data for HG=F is already up to date
2025-06-18 21:04:40,578 - INFO - Processing futures 13/29: 30-Year Treasury Bond (ZB=F)
2025-06-18 21:04:40,604 - INFO - Data for ZB=F is already up to date
2025-06-18 21:04:40,605 - INFO - Processing futures 14/29: 10 Year Treasury Note (ZN=F)
2025-06-18 21:04:40,633 - INFO - Data for ZN=F is already up to date
2025-06-18 21:04:40,634 - INFO - Processing futures 15/29: 5-Year Treasury Note (ZF=F)
2025-06-18 21:04:40,660 - INFO - Data for ZF=F is already up to date
2025-06-18 21:04:40,661 - INFO - Processing futures 16/29: 2 Year Treasury Note (ZT=F)
2025-06-18 21:04:40,688 - INFO - Data for ZT=F is already up to date
2025-06-18 21:04:40,689 - INFO - Processing futures 17/29: US Dollar Index (DX=F)
2025-06-18 21:04:40,715 - INFO - Data for DX=F is already up to date
2025-06-18 21:04:40,717 - INFO - Processing futures 18/29: Corn (ZC=F)
2025-06-18 21:04:40,744 - INFO - Data for ZC=F is already up to date
2025-06-18 21:04:40,745 - INFO - Processing futures 19/29: Soybeans (ZS=F)
2025-06-18 21:04:40,772 - INFO - Data for ZS=F is already up to date
2025-06-18 21:04:40,773 - INFO - Processing futures 20/29: Wheat (ZW=F)
2025-06-18 21:04:40,799 - INFO - Data for ZW=F is already up to date
2025-06-18 21:04:40,800 - INFO - Processing futures 21/29: Live Cattle (LE=F)
2025-06-18 21:04:40,826 - INFO - Data for LE=F is already up to date
2025-06-18 21:04:40,827 - INFO - Processing futures 22/29: Lean Hogs (HE=F)
2025-06-18 21:04:40,853 - INFO - Data for HE=F is already up to date
2025-06-18 21:04:40,855 - INFO - Processing futures 23/29: Coffee (KC=F)
2025-06-18 21:04:40,884 - INFO - Data for KC=F is already up to date
2025-06-18 21:04:40,886 - INFO - Processing futures 24/29: Sugar (SB=F)
2025-06-18 21:04:40,914 - INFO - Data for SB=F is already up to date
2025-06-18 21:04:40,914 - INFO - Processing futures 25/29: Cotton (CT=F)
2025-06-18 21:04:40,944 - INFO - Data for CT=F is already up to date
2025-06-18 21:04:40,945 - INFO - Processing futures 26/29: Cocoa (CC=F)
2025-06-18 21:04:40,972 - INFO - Data for CC=F is already up to date
2025-06-18 21:04:40,973 - INFO - Processing futures 27/29: Orange Juice (OJ=F)
2025-06-18 21:04:41,000 - INFO - Data for OJ=F is already up to date
2025-06-18 21:04:41,001 - INFO - Processing futures 28/29: RBOB Gasoline (RB=F)
2025-06-18 21:04:41,027 - INFO - Data for RB=F is already up to date
2025-06-18 21:04:41,028 - INFO - Processing futures 29/29: Heating Oil (HO=F)
2025-06-18 21:04:41,056 - INFO - Data for HO=F is already up to date
2025-06-18 21:04:41,057 - INFO - Starting to download stock data for 50 instruments...
2025-06-18 21:04:41,058 - INFO - Processing stock 1/50: AAPL (AAPL)
2025-06-18 21:04:41,086 - INFO - Data for AAPL is already up to date
2025-06-18 21:04:41,087 - INFO - Processing stock 2/50: MSFT (MSFT)
2025-06-18 21:04:41,119 - INFO - Data for MSFT is already up to date
2025-06-18 21:04:41,120 - INFO - Processing stock 3/50: GOOGL (GOOGL)
2025-06-18 21:04:41,145 - INFO - Data for GOOGL is already up to date
2025-06-18 21:04:41,146 - INFO - Processing stock 4/50: AMZN (AMZN)
2025-06-18 21:04:41,174 - INFO - Data for AMZN is already up to date
2025-06-18 21:04:41,175 - INFO - Processing stock 5/50: NVDA (NVDA)
2025-06-18 21:04:41,205 - INFO - Data for NVDA is already up to date
2025-06-18 21:04:41,206 - INFO - Processing stock 6/50: TSLA (TSLA)
2025-06-18 21:04:41,235 - INFO - Data for TSLA is already up to date
2025-06-18 21:04:41,237 - INFO - Processing stock 7/50: META (META)
2025-06-18 21:04:41,310 - INFO - Data for META is already up to date
2025-06-18 21:04:41,312 - INFO - Processing stock 8/50: GOOG (GOOG)
2025-06-18 21:04:41,366 - INFO - Data for GOOG is already up to date
2025-06-18 21:04:41,368 - INFO - Processing stock 9/50: BRK-B (BRK-B)
2025-06-18 21:04:41,417 - INFO - Data for BRK-B is already up to date
2025-06-18 21:04:41,418 - INFO - Processing stock 10/50: UNH (UNH)
2025-06-18 21:04:41,453 - INFO - Data for UNH is already up to date
2025-06-18 21:04:41,455 - INFO - Processing stock 11/50: XOM (XOM)
2025-06-18 21:04:41,524 - INFO - Data for XOM is already up to date
2025-06-18 21:04:41,526 - INFO - Processing stock 12/50: JNJ (JNJ)
2025-06-18 21:04:41,576 - INFO - Data for JNJ is already up to date
2025-06-18 21:04:41,576 - INFO - Processing stock 13/50: JPM (JPM)
2025-06-18 21:04:41,604 - INFO - Data for JPM is already up to date
2025-06-18 21:04:41,605 - INFO - Processing stock 14/50: V (V)
2025-06-18 21:04:41,632 - INFO - Data for V is already up to date
2025-06-18 21:04:41,634 - INFO - Processing stock 15/50: PG (PG)
2025-06-18 21:04:41,661 - INFO - Data for PG is already up to date
2025-06-18 21:04:41,662 - INFO - Processing stock 16/50: MA (MA)
2025-06-18 21:04:41,691 - INFO - Data for MA is already up to date
2025-06-18 21:04:41,692 - INFO - Processing stock 17/50: CVX (CVX)
2025-06-18 21:04:41,719 - INFO - Data for CVX is already up to date
2025-06-18 21:04:41,720 - INFO - Processing stock 18/50: HD (HD)
2025-06-18 21:04:41,748 - INFO - Data for HD is already up to date
2025-06-18 21:04:41,749 - INFO - Processing stock 19/50: PFE (PFE)
2025-06-18 21:04:41,777 - INFO - Data for PFE is already up to date
2025-06-18 21:04:41,778 - INFO - Processing stock 20/50: ABBV (ABBV)
2025-06-18 21:04:41,806 - INFO - Data for ABBV is already up to date
2025-06-18 21:04:41,807 - INFO - Processing stock 21/50: BAC (BAC)
2025-06-18 21:04:41,834 - INFO - Data for BAC is already up to date
2025-06-18 21:04:41,835 - INFO - Processing stock 22/50: KO (KO)
2025-06-18 21:04:41,864 - INFO - Data for KO is already up to date
2025-06-18 21:04:41,865 - INFO - Processing stock 23/50: AVGO (AVGO)
2025-06-18 21:04:41,892 - INFO - Data for AVGO is already up to date
2025-06-18 21:04:41,893 - INFO - Processing stock 24/50: PEP (PEP)
2025-06-18 21:04:41,920 - INFO - Data for PEP is already up to date
2025-06-18 21:04:41,921 - INFO - Processing stock 25/50: TMO (TMO)
2025-06-18 21:04:41,948 - INFO - Data for TMO is already up to date
2025-06-18 21:04:41,948 - INFO - Processing stock 26/50: COST (COST)
2025-06-18 21:04:41,976 - INFO - Data for COST is already up to date
2025-06-18 21:04:41,977 - INFO - Processing stock 27/50: WMT (WMT)
2025-06-18 21:04:42,005 - INFO - Data for WMT is already up to date
2025-06-18 21:04:42,006 - INFO - Processing stock 28/50: DIS (DIS)
2025-06-18 21:04:42,034 - INFO - Data for DIS is already up to date
2025-06-18 21:04:42,035 - INFO - Processing stock 29/50: ABT (ABT)
2025-06-18 21:04:42,062 - INFO - Data for ABT is already up to date
2025-06-18 21:04:42,063 - INFO - Processing stock 30/50: DHR (DHR)
2025-06-18 21:04:42,090 - INFO - Data for DHR is already up to date
2025-06-18 21:04:42,092 - INFO - Processing stock 31/50: VZ (VZ)
2025-06-18 21:04:42,119 - INFO - Data for VZ is already up to date
2025-06-18 21:04:42,119 - INFO - Processing stock 32/50: ADBE (ADBE)
2025-06-18 21:04:42,147 - INFO - Data for ADBE is already up to date
2025-06-18 21:04:42,148 - INFO - Processing stock 33/50: CRM (CRM)
2025-06-18 21:04:42,175 - INFO - Data for CRM is already up to date
2025-06-18 21:04:42,177 - INFO - Processing stock 34/50: NFLX (NFLX)
2025-06-18 21:04:42,205 - INFO - Data for NFLX is already up to date
2025-06-18 21:04:42,206 - INFO - Processing stock 35/50: ORCL (ORCL)
2025-06-18 21:04:42,242 - INFO - Data for ORCL is already up to date
2025-06-18 21:04:42,242 - INFO - Processing stock 36/50: MRK (MRK)
2025-06-18 21:04:42,273 - INFO - Data for MRK is already up to date
2025-06-18 21:04:42,274 - INFO - Processing stock 37/50: INTC (INTC)
2025-06-18 21:04:42,305 - INFO - Data for INTC is already up to date
2025-06-18 21:04:42,306 - INFO - Processing stock 38/50: T (T)
2025-06-18 21:04:42,334 - INFO - Data for T is already up to date
2025-06-18 21:04:42,335 - INFO - Processing stock 39/50: CSCO (CSCO)
2025-06-18 21:04:42,363 - INFO - Data for CSCO is already up to date
2025-06-18 21:04:42,364 - INFO - Processing stock 40/50: AMD (AMD)
2025-06-18 21:04:42,394 - INFO - Data for AMD is already up to date
2025-06-18 21:04:42,395 - INFO - Processing stock 41/50: ACN (ACN)
2025-06-18 21:04:42,423 - INFO - Data for ACN is already up to date
2025-06-18 21:04:42,424 - INFO - Processing stock 42/50: TXN (TXN)
2025-06-18 21:04:42,453 - INFO - Data for TXN is already up to date
2025-06-18 21:04:42,454 - INFO - Processing stock 43/50: NKE (NKE)
2025-06-18 21:04:42,482 - INFO - Data for NKE is already up to date
2025-06-18 21:04:42,483 - INFO - Processing stock 44/50: LIN (LIN)
2025-06-18 21:04:42,511 - INFO - Data for LIN is already up to date
2025-06-18 21:04:42,512 - INFO - Processing stock 45/50: QCOM (QCOM)
2025-06-18 21:04:42,540 - INFO - Data for QCOM is already up to date
2025-06-18 21:04:42,542 - INFO - Processing stock 46/50: RTX (RTX)
2025-06-18 21:04:42,569 - INFO - Data for RTX is already up to date
2025-06-18 21:04:42,570 - INFO - Processing stock 47/50: PM (PM)
2025-06-18 21:04:42,597 - INFO - Data for PM is already up to date
2025-06-18 21:04:42,598 - INFO - Processing stock 48/50: HON (HON)
2025-06-18 21:04:42,625 - INFO - Data for HON is already up to date
2025-06-18 21:04:42,626 - INFO - Processing stock 49/50: LOW (LOW)
2025-06-18 21:04:42,654 - INFO - Data for LOW is already up to date
2025-06-18 21:04:42,656 - INFO - Processing stock 50/50: IBM (IBM)
2025-06-18 21:04:42,683 - INFO - Data for IBM is already up to date
2025-06-18 21:04:43,564 - INFO - Merged data: 851773 existing + 14 new = 851773 total rows
2025-06-18 21:04:46,776 - INFO - Master data saved to: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 851,773
Successful downloads: 14
Failed downloads: 5
Date range: 1962-01-02 to 2025-06-18

Summary by Asset Type:
--------------------------------------------------
Crypto: 98 instruments, 2014-09-17 to 2025-06-18
Futures: 29 instruments, 1997-10-29 to 2025-06-18
Stock: 50 instruments, 1962-01-02 to 2025-06-18

Sample Latest Prices:
------------------------------
Crypto:
  BTC-USD: $104188.99
  ETH-USD: $2488.15
  SOL-USD: $145.40
Futures:
  ES=F: $5995.50
  GC=F: $3405.40
  CL=F: $74.77
Stock:
  AAPL: $196.60
  MSFT: $479.53
  TSLA: $322.91
================================================================================

Master data loaded successfully with 851,773 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.
Multi-Asset Regression Analysis Module Loaded
============================================================
Found master dataset with 851,773 rows and 177 symbols
Starting automatic analysis with charts...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale (straight trend lines)
============================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS
================================================================================
Analyzing trend quality, growth rates, and valuation for all instruments...
Analyzing instruments by asset type...
  crypto: 98 instruments
  futures: 29 instruments
  stock: 50 instruments

Processing 98 crypto instruments...
  Progress: 25/98 crypto instruments processed
  Progress: 50/98 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 50 stock instruments...
  Progress: 25/50 stock instruments processed
  Progress: 50/50 stock instruments processed

Analysis complete: 171/177 instruments analyzed successfully

========================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    FTN-USD         0.989828 750 d       136.3%   $4.42           🟢 UNDER        -11.2%
2    GT-USD          0.950125 30  d       -98.3%   $15.13          🟡 FAIR          -6.1%
3    TRX-USD         0.946124 1000d        87.0%   $0.270681       🟡 FAIR           0.8%
4    PAXG-USD        0.945204 750 d        34.6%   $3.4K           🟡 FAIR           6.0%
5    APT-USD         0.944235 500 d       -84.3%   $0.000131       🔴 OVER          39.5%
6    XAUT-USD        0.943970 750 d        33.5%   $3.4K           🟡 FAIR           6.0%
7    BTC-USD         0.936011 1000d       103.3%   $104.2K         🟢 UNDER        -12.1%
8    TBTC-USD        0.932093 1000d       103.4%   $104.2K         🟢 UNDER        -11.2%
9    WBT-USD         0.930791 750 d       196.1%   $48.73          🔴 OVER          43.9%
10   WAL-USD         0.927294 1000d       -95.6%   $0.000088       🔴 OVER         223.3%
11   POL-USD         0.910925 500 d       -64.0%   $0.008241       🟡 FAIR           6.3%
12   LEO-USD         0.891499 750 d        74.6%   $9.19           🟡 FAIR          -9.9%
13   TIA-USD         0.890352 30  d       -99.8%   $1.68           🟡 FAIR          -1.9%
14   BGB-USD         0.889222 1000d       246.4%   $4.24           🟡 FAIR          -8.1%
15   JASMY-USD       0.882926 30  d       -99.3%   $0.012317       🟡 FAIR          -1.6%

📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9898)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.42
   +30d (1m): $5.34 ($4.82 - $5.91)
   +60d (2m): $5.73 ($5.17 - $6.34)
   +90d (3m): $6.15 ($5.55 - $6.81)
   90-day outlook: 📈 Bullish Trend (+39.1%)
   Confidence: 99.0% | Valuation: UNDERVALUED
------------------------------------------------------------
No description has been provided for this image
Chart 2: GT-USD (R² = 0.9501)

📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $15.13
   +30d (1m): $11.53 ($10.83 - $12.28)
   +60d (2m): $8.26 ($7.59 - $8.99)
   Confidence: 95.0% | Valuation: FAIR VALUE
------------------------------------------------------------
No description has been provided for this image
Chart 3: TRX-USD (R² = 0.9461)

📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.270681
   +30d (1m): $0.282663 ($0.224043 - $0.356621)
   +60d (2m): $0.297592 ($0.235865 - $0.375473)
   +90d (3m): $0.313310 ($0.248311 - $0.395323)
   90-day outlook: 📈 Bullish Trend (+15.7%)
   Confidence: 94.6% | Valuation: FAIR VALUE
------------------------------------------------------------
No description has been provided for this image
Chart 4: PAXG-USD (R² = 0.9452)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.4K
   +30d (1m): $3.3K ($3.0K - $3.6K)
   +60d (2m): $3.4K ($3.1K - $3.7K)
   +90d (3m): $3.5K ($3.2K - $3.8K)
   90-day outlook: ➡️ Sideways Trend (+1.5%)
   Confidence: 94.5% | Valuation: FAIR VALUE
------------------------------------------------------------
No description has been provided for this image
Chart 5: APT-USD (R² = 0.9442)

📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131
   +30d (1m): $0.000081 ($0.000057 - $0.000115)
   +60d (2m): $0.000069 ($0.000049 - $0.000099)
   +90d (3m): $0.000060 ($0.000042 - $0.000085)
   90-day outlook: 📉 Bearish Trend (-54.6%)
   Confidence: 94.4% | Valuation: OVERVALUED
------------------------------------------------------------
No description has been provided for this image
Chart 6: XAUT-USD (R² = 0.9440)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.4K
   +30d (1m): $3.3K ($3.0K - $3.6K)
   +60d (2m): $3.4K ($3.1K - $3.6K)
   +90d (3m): $3.4K ($3.2K - $3.7K)
   90-day outlook: ➡️ Sideways Trend (+1.3%)
   Confidence: 94.4% | Valuation: FAIR VALUE
------------------------------------------------------------
No description has been provided for this image
Chart 7: BTC-USD (R² = 0.9360)

📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $104.2K
   +30d (1m): $125.6K ($94.1K - $167.7K)
   +60d (2m): $133.2K ($99.8K - $177.7K)
   +90d (3m): $141.2K ($105.8K - $188.4K)
   90-day outlook: 📈 Bullish Trend (+35.5%)
   Confidence: 93.6% | Valuation: UNDERVALUED
------------------------------------------------------------
No description has been provided for this image
Chart 8: TBTC-USD (R² = 0.9321)

📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $104.2K
   +30d (1m): $124.5K ($92.4K - $167.7K)
   +60d (2m): $131.9K ($97.9K - $177.8K)
   +90d (3m): $139.9K ($103.8K - $188.5K)
   90-day outlook: 📈 Bullish Trend (+34.2%)
   Confidence: 93.2% | Valuation: UNDERVALUED
------------------------------------------------------------
No description has been provided for this image
Chart 9: WBT-USD (R² = 0.9308)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $48.73
   +30d (1m): $37.02 ($26.20 - $52.31)
   +60d (2m): $40.48 ($28.64 - $57.20)
   +90d (3m): $44.25 ($31.31 - $62.54)
   90-day outlook: 📉 Bearish Trend (-9.2%)
   Confidence: 93.1% | Valuation: OVERVALUED
------------------------------------------------------------
No description has been provided for this image
Chart 10: WAL-USD (R² = 0.9273)

📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088
   +30d (1m): $0.000021 ($0.000005 - $0.000082)
   +60d (2m): $0.000016 ($0.000004 - $0.000063)
   +90d (3m): $0.000013 ($0.000003 - $0.000049)
   90-day outlook: 📉 Bearish Trend (-85.7%)
   Confidence: 92.7% | Valuation: OVERVALUED
------------------------------------------------------------
No description has been provided for this image
Chart 11: POL-USD (R² = 0.9109)

📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241
   +30d (1m): $0.007129 ($0.005557 - $0.009145)
   +60d (2m): $0.006555 ($0.005109 - $0.008411)
   +90d (3m): $0.006028 ($0.004697 - $0.007736)
   90-day outlook: 📉 Bearish Trend (-26.9%)
   Confidence: 91.1% | Valuation: FAIR VALUE
------------------------------------------------------------
No description has been provided for this image
Chart 12: LEO-USD (R² = 0.8915)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.19
   +30d (1m): $10.67 ($8.50 - $13.39)
   +60d (2m): $11.17 ($8.90 - $14.02)
   +90d (3m): $11.69 ($9.32 - $14.67)
   90-day outlook: 📈 Bullish Trend (+27.3%)
   Confidence: 89.1% | Valuation: FAIR VALUE
------------------------------------------------------------
No description has been provided for this image
Chart 13: TIA-USD (R² = 0.8904)

📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $1.68
   +30d (1m): $1.03 ($0.895460 - $1.19)
   +60d (2m): $0.625988 ($0.515141 - $0.760687)
   Confidence: 89.0% | Valuation: FAIR VALUE
------------------------------------------------------------
No description has been provided for this image
Chart 14: BGB-USD (R² = 0.8892)

📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.24
   +30d (1m): $5.11 ($2.58 - $10.10)
   +60d (2m): $5.66 ($2.86 - $11.19)
   +90d (3m): $6.26 ($3.17 - $12.39)
   90-day outlook: 📈 Bullish Trend (+47.8%)
   Confidence: 88.9% | Valuation: FAIR VALUE
------------------------------------------------------------
No description has been provided for this image
Chart 15: JASMY-USD (R² = 0.8829)

📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.012317
   +30d (1m): $0.008368 ($0.007422 - $0.009435)
   +60d (2m): $0.005593 ($0.004756 - $0.006579)
   Confidence: 88.3% | Valuation: FAIR VALUE
------------------------------------------------------------
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========================================================================================================================
🟢 TOP 13 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD       69.0%  0.781882    456.4%   $3.69             222.5%  1000d
2    IMX-USD          63.8%  0.801302   -100.0%   $0.004143         176.3%  120 d
3    SOL-USD          51.2%  0.781825    203.3%   $145.40           104.9%  1000d
4    HYPE-USD         41.2%  0.831823    -97.1%   $0.000005          70.2%  1000d
5    XRP-USD          41.1%  0.724678    729.7%   $2.15              69.9%  365 d
6    VIRTUAL-USD      38.1%  0.722181  85919.4%   $1.66              61.6%  90  d
7    FARTCOIN-USD     37.0%  0.815053  31836.5%   $1.13              58.7%  120 d
8    TKX-USD          32.9%  0.740227    481.9%   $27.78             48.9%  365 d
9    BNB-USD          24.3%  0.767074     90.4%   $641.17            32.0%  750 d
10   QNT-USD          17.5%  0.779684   1889.3%   $100.34            21.3%  60  d
11   BTC-USD          12.1%  0.936011    103.3%   $104.2K            13.7%  1000d
12   TBTC-USD         11.2%  0.932093    103.4%   $104.2K            12.7%  1000d
13   FTN-USD          11.2%  0.989828    136.3%   $4.42              12.6%  750 d

📊 DISPLAYING ALL 13 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 69.0%)

📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $3.69
   +30d (1m): $13.68 ($3.34 - $56.05)
   +60d (2m): $15.76 ($3.85 - $64.56)
   +90d (3m): $18.15 ($4.43 - $74.36)
   90-day outlook: 📈 Bullish Trend (+392.3%)
   Confidence: 78.2% | Valuation: UNDERVALUED
------------------------------------------------------------
No description has been provided for this image
Chart 2: IMX-USD (Undervalued by 63.8%)
Error plotting IMX-USD: index 209 is out of bounds for axis 0 with size 180

Chart 3: SOL-USD (Undervalued by 51.2%)

📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $145.40
   +30d (1m): $326.34 ($131.13 - $812.11)
   +60d (2m): $357.50 ($143.63 - $889.82)
   +90d (3m): $391.63 ($157.31 - $974.97)
   90-day outlook: 📈 Bullish Trend (+169.3%)
   Confidence: 78.2% | Valuation: UNDERVALUED
------------------------------------------------------------
No description has been provided for this image
Chart 4: HYPE-USD (Undervalued by 41.2%)

📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005
   +30d (1m): $0.000007 ($0.000001 - $0.000082)
   +60d (2m): $0.000005 ($0.000000 - $0.000061)
   +90d (3m): $0.000004 ($0.000000 - $0.000046)
   90-day outlook: 📉 Bearish Trend (-29.1%)
   Confidence: 83.2% | Valuation: UNDERVALUED
------------------------------------------------------------
No description has been provided for this image
Chart 5: XRP-USD (Undervalued by 41.1%)

📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $2.15
   +30d (1m): $4.34 ($2.06 - $9.14)
   +60d (2m): $5.16 ($2.45 - $10.90)
   +90d (3m): $6.14 ($2.91 - $12.98)
   90-day outlook: 📈 Bullish Trend (+186.3%)
   Confidence: 72.5% | Valuation: UNDERVALUED
------------------------------------------------------------
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Chart 6: VIRTUAL-USD (Undervalued by 38.1%)
Error plotting VIRTUAL-USD: index 179 is out of bounds for axis 0 with size 150

Chart 7: FARTCOIN-USD (Undervalued by 37.0%)
Error plotting FARTCOIN-USD: index 209 is out of bounds for axis 0 with size 180

Chart 8: TKX-USD (Undervalued by 32.9%)

📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $27.78
   +30d (1m): $47.82 ($26.34 - $86.81)
   +60d (2m): $55.27 ($30.41 - $100.43)
   +90d (3m): $63.87 ($35.11 - $116.21)
   90-day outlook: 📈 Bullish Trend (+129.9%)
   Confidence: 74.0% | Valuation: UNDERVALUED
------------------------------------------------------------
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Chart 9: BNB-USD (Undervalued by 24.3%)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $641.17
   +30d (1m): $892.56 ($589.74 - $1.4K)
   +60d (2m): $941.06 ($621.70 - $1.4K)
   +90d (3m): $992.21 ($655.38 - $1.5K)
   90-day outlook: 📈 Bullish Trend (+54.8%)
   Confidence: 76.7% | Valuation: UNDERVALUED
------------------------------------------------------------
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Chart 10: QNT-USD (Undervalued by 17.5%)
Error plotting QNT-USD: index 149 is out of bounds for axis 0 with size 120

Chart 11: BTC-USD (Undervalued by 12.1%)

📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $104.2K
   +30d (1m): $125.6K ($94.1K - $167.7K)
   +60d (2m): $133.2K ($99.8K - $177.7K)
   +90d (3m): $141.2K ($105.8K - $188.4K)
   90-day outlook: 📈 Bullish Trend (+35.5%)
   Confidence: 93.6% | Valuation: UNDERVALUED
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Chart 12: TBTC-USD (Undervalued by 11.2%)

📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $104.2K
   +30d (1m): $124.5K ($92.4K - $167.7K)
   +60d (2m): $131.9K ($97.9K - $177.8K)
   +90d (3m): $139.9K ($103.8K - $188.5K)
   90-day outlook: 📈 Bullish Trend (+34.2%)
   Confidence: 93.2% | Valuation: UNDERVALUED
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Chart 13: FTN-USD (Undervalued by 11.2%)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.42
   +30d (1m): $5.34 ($4.82 - $5.91)
   +60d (2m): $5.73 ($5.17 - $6.34)
   +90d (3m): $6.15 ($5.55 - $6.81)
   90-day outlook: 📈 Bullish Trend (+39.1%)
   Confidence: 99.0% | Valuation: UNDERVALUED
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========================================================================================================================
🔴 TOP 13 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    WAL-USD         223.3%  0.927294    -95.6%   $0.000088          69.1%  1000d
2    TRUMP-USD        79.0%  0.818734    -94.9%   $0.000587          44.1%  365 d
3    WBT-USD          43.9%  0.930791    196.1%   $48.73             30.5%  750 d
4    APT-USD          39.5%  0.944235    -84.3%   $0.000131          28.3%  500 d
5    GRT-USD          32.4%  0.767153    -89.7%   $0.454301          24.5%  180 d
6    PEPE-USD         25.7%  0.778587    -98.3%   $0.000006          20.4%  90  d
7    STX-USD          21.9%  0.842781    -76.8%   $0.002834          17.9%  365 d
8    ICP-USD          18.7%  0.740342    -81.9%   $5.06              15.8%  180 d
9    THETA-USD        17.5%  0.785463    -93.1%   $0.676605          14.9%  180 d
10   XMR-USD          16.5%  0.799709     87.6%   $320.66            14.2%  500 d
11   XTZ-USD          14.7%  0.809805    -87.1%   $0.533964          12.8%  180 d
12   ENA-USD          13.7%  0.715506    -92.2%   $0.275694          12.0%  180 d
13   WLD-USD          11.7%  0.714553    -77.0%   $0.909377          10.5%  500 d

📊 DISPLAYING ALL 13 OVERVALUED CRYPTO WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: WAL-USD (Overvalued by 223.3%)

📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088
   +30d (1m): $0.000021 ($0.000005 - $0.000082)
   +60d (2m): $0.000016 ($0.000004 - $0.000063)
   +90d (3m): $0.000013 ($0.000003 - $0.000049)
   90-day outlook: 📉 Bearish Trend (-85.7%)
   Confidence: 92.7% | Valuation: OVERVALUED
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Chart 2: TRUMP-USD (Overvalued by 79.0%)

📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.000587
   +30d (1m): $0.000256 ($0.000115 - $0.000572)
   +60d (2m): $0.000201 ($0.000090 - $0.000448)
   +90d (3m): $0.000157 ($0.000070 - $0.000351)
   90-day outlook: 📉 Bearish Trend (-73.2%)
   Confidence: 81.9% | Valuation: OVERVALUED
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Chart 3: WBT-USD (Overvalued by 43.9%)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $48.73
   +30d (1m): $37.02 ($26.20 - $52.31)
   +60d (2m): $40.48 ($28.64 - $57.20)
   +90d (3m): $44.25 ($31.31 - $62.54)
   90-day outlook: 📉 Bearish Trend (-9.2%)
   Confidence: 93.1% | Valuation: OVERVALUED
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Chart 4: APT-USD (Overvalued by 39.5%)

📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131
   +30d (1m): $0.000081 ($0.000057 - $0.000115)
   +60d (2m): $0.000069 ($0.000049 - $0.000099)
   +90d (3m): $0.000060 ($0.000042 - $0.000085)
   90-day outlook: 📉 Bearish Trend (-54.6%)
   Confidence: 94.4% | Valuation: OVERVALUED
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Chart 5: GRT-USD (Overvalued by 32.4%)

📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.454301
   +30d (1m): $0.284660 ($0.199057 - $0.407076)
   +60d (2m): $0.236174 ($0.164680 - $0.338706)
   +90d (3m): $0.195947 ($0.136158 - $0.281989)
   90-day outlook: 📉 Bearish Trend (-56.9%)
   Confidence: 76.7% | Valuation: OVERVALUED
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Chart 6: PEPE-USD (Overvalued by 25.7%)
Error plotting PEPE-USD: index 179 is out of bounds for axis 0 with size 150

Chart 7: STX-USD (Overvalued by 21.9%)

📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834
   +30d (1m): $0.002063 ($0.001439 - $0.002958)
   +60d (2m): $0.001830 ($0.001276 - $0.002625)
   +90d (3m): $0.001623 ($0.001131 - $0.002330)
   90-day outlook: 📉 Bearish Trend (-42.7%)
   Confidence: 84.3% | Valuation: OVERVALUED
------------------------------------------------------------
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Chart 8: ICP-USD (Overvalued by 18.7%)

📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $5.06
   +30d (1m): $3.70 ($2.78 - $4.94)
   +60d (2m): $3.22 ($2.41 - $4.31)
   +90d (3m): $2.80 ($2.09 - $3.75)
   90-day outlook: 📉 Bearish Trend (-44.7%)
   Confidence: 74.0% | Valuation: OVERVALUED
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Chart 9: THETA-USD (Overvalued by 17.5%)

📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.676605
   +30d (1m): $0.461974 ($0.309554 - $0.689444)
   +60d (2m): $0.370623 ($0.247549 - $0.554886)
   +90d (3m): $0.297336 ($0.197830 - $0.446893)
   90-day outlook: 📉 Bearish Trend (-56.1%)
   Confidence: 78.5% | Valuation: OVERVALUED
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Chart 10: XMR-USD (Overvalued by 16.5%)

📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $320.66
   +30d (1m): $289.78 ($226.64 - $370.51)
   +60d (2m): $305.15 ($238.61 - $390.25)
   +90d (3m): $321.35 ($251.22 - $411.05)
   90-day outlook: ➡️ Sideways Trend (+0.2%)
   Confidence: 80.0% | Valuation: OVERVALUED
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Chart 11: XTZ-USD (Overvalued by 14.7%)

📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.533964
   +30d (1m): $0.393547 ($0.296461 - $0.522425)
   +60d (2m): $0.332650 ($0.250021 - $0.442587)
   +90d (3m): $0.281177 ($0.210754 - $0.375131)
   90-day outlook: 📉 Bearish Trend (-47.3%)
   Confidence: 81.0% | Valuation: OVERVALUED
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Chart 12: ENA-USD (Overvalued by 13.7%)

📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.275694
   +30d (1m): $0.196660 ($0.124136 - $0.311556)
   +60d (2m): $0.159434 ($0.100269 - $0.253511)
   +90d (3m): $0.129255 ($0.080927 - $0.206442)
   90-day outlook: 📉 Bearish Trend (-53.1%)
   Confidence: 71.6% | Valuation: OVERVALUED
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Chart 13: WLD-USD (Overvalued by 11.7%)

📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.909377
   +30d (1m): $0.721371 ($0.349640 - $1.49)
   +60d (2m): $0.639383 ($0.309713 - $1.32)
   +90d (3m): $0.566713 ($0.274328 - $1.17)
   90-day outlook: 📉 Bearish Trend (-37.7%)
   Confidence: 71.5% | Valuation: OVERVALUED
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CRYPTO STATISTICS:
------------------------------------------------------------
Total crypto instruments analyzed: 92
Average R-squared: 0.7406
Best R-squared: 0.989828
Average annual growth: 829740.1%

Valuation breakdown:
  🟡 FAIR_VALUE: 35 (38.0%) - Hold/Monitor
  🔴 OVERVALUED: 13 (14.1%) - Sell Warnings
  🟢 UNDERVALUED: 13 (14.1%) - Buy Opportunities

Optimal window distribution:
  30 days: 29 instruments (31.5%)
  60 days: 5 instruments (5.4%)
  90 days: 8 instruments (8.7%)
  120 days: 4 instruments (4.3%)
  180 days: 16 instruments (17.4%)

📊 CRYPTO TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 13
  🔴 High-quality overvalued warnings: 13
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued cryptos with strong trends
  ⚠️  Consider reducing overvalued crypto positions

========================================================================================================================
🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GC=F            0.954094 500 d        35.0%   $3.4K           🟡 FAIR           5.8%
2    KC=F            0.931892 500 d        70.1%   $319.45         🟢 UNDER        -20.2%
3    ES=F            0.910674 750 d        19.4%   $6.0K           🟡 FAIR          -3.9%
4    DX=F            0.910604 120 d       -22.6%   $98.25          🟡 FAIR           1.0%
5    NQ=F            0.902354 750 d        27.4%   $21.7K          🟡 FAIR          -5.9%
6    PL=F            0.894489 30  d      1151.2%   $1.3K           🟡 FAIR           4.2%
7    CC=F            0.884219 750 d        86.5%   $8.8K           🟢 UNDER        -29.6%
8    LE=F            0.881071 180 d        29.7%   $211.07         🟡 FAIR          -3.7%
9    YM=F            0.879819 750 d        13.2%   $42.3K          🟡 FAIR          -4.9%
10   HE=F            0.869879 60  d       165.3%   $111.82         🟡 FAIR           5.7%
11   ZS=F            0.869029 750 d       -16.1%   $1.1K           🔴 OVER          11.2%
12   SI=F            0.862169 30  d       280.5%   $36.90          🟡 FAIR           0.1%
13   SB=F            0.846934 60  d       -48.2%   $16.35          🟡 FAIR           0.2%
14   PA=F            0.790151 750 d       -25.2%   $1.1K           🔴 OVER          33.9%
15   OJ=F            0.776167 180 d       -72.4%   $237.60         🟡 FAIR           1.3%

📊 DISPLAYING ALL 15 FUTURES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GC=F (R² = 0.9541)

📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $3.4K
   +30d (1m): $3.3K ($3.1K - $3.6K)
   +60d (2m): $3.5K ($3.2K - $3.7K)
   +90d (3m): $3.6K ($3.3K - $3.9K)
   90-day outlook: 📈 Bullish Trend (+5.2%)
   Confidence: 95.4% | Valuation: FAIR VALUE
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Chart 2: KC=F (R² = 0.9319)

📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $319.45
   +30d (1m): $426.63 ($362.68 - $501.85)
   +60d (2m): $454.48 ($386.31 - $534.69)
   +90d (3m): $484.15 ($411.47 - $569.68)
   90-day outlook: 📈 Bullish Trend (+51.6%)
   Confidence: 93.2% | Valuation: UNDERVALUED
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Chart 3: ES=F (R² = 0.9107)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $6.0K
   +30d (1m): $6.4K ($5.8K - $7.0K)
   +60d (2m): $6.5K ($5.9K - $7.2K)
   +90d (3m): $6.6K ($6.1K - $7.3K)
   90-day outlook: 📈 Bullish Trend (+10.9%)
   Confidence: 91.1% | Valuation: FAIR VALUE
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Chart 4: DX=F (R² = 0.9106)
Error plotting DX=F: index 209 is out of bounds for axis 0 with size 180

Chart 5: NQ=F (R² = 0.9024)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $21.7K
   +30d (1m): $23.8K ($20.8K - $27.2K)
   +60d (2m): $24.5K ($21.4K - $28.0K)
   +90d (3m): $25.2K ($22.0K - $28.8K)
   90-day outlook: 📈 Bullish Trend (+15.9%)
   Confidence: 90.2% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 6: PL=F (R² = 0.8945)

📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $1.3K
   +30d (1m): $1.7K ($1.6K - $1.9K)
   +60d (2m): $2.3K ($2.1K - $2.6K)
   Confidence: 89.4% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 7: CC=F (R² = 0.8842)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.8K
   +30d (1m): $13.4K ($9.1K - $19.6K)
   +60d (2m): $14.4K ($9.8K - $21.1K)
   +90d (3m): $15.5K ($10.6K - $22.8K)
   90-day outlook: 📈 Bullish Trend (+77.5%)
   Confidence: 88.4% | Valuation: UNDERVALUED
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Chart 8: LE=F (R² = 0.8811)

📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $211.07
   +30d (1m): $226.13 ($217.37 - $235.24)
   +60d (2m): $233.23 ($224.12 - $242.70)
   +90d (3m): $240.55 ($231.07 - $250.42)
   90-day outlook: 📈 Bullish Trend (+14.0%)
   Confidence: 88.1% | Valuation: FAIR VALUE
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Chart 9: YM=F (R² = 0.8798)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $42.3K
   +30d (1m): $45.2K ($41.8K - $48.8K)
   +60d (2m): $45.8K ($42.4K - $49.5K)
   +90d (3m): $46.5K ($43.0K - $50.3K)
   90-day outlook: 📈 Bullish Trend (+9.9%)
   Confidence: 88.0% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 10: HE=F (R² = 0.8699)
Error plotting HE=F: index 149 is out of bounds for axis 0 with size 120

Chart 11: ZS=F (R² = 0.8690)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K
   +30d (1m): $940.97 ($838.60 - $1.1K)
   +60d (2m): $921.53 ($821.24 - $1.0K)
   +90d (3m): $902.49 ($804.24 - $1.0K)
   90-day outlook: 📉 Bearish Trend (-15.5%)
   Confidence: 86.9% | Valuation: OVERVALUED
------------------------------------------------------------
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Chart 12: SI=F (R² = 0.8622)

📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $36.90
   +30d (1m): $43.20 ($41.01 - $45.51)
   +60d (2m): $50.65 ($47.21 - $54.34)
   Confidence: 86.2% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 13: SB=F (R² = 0.8469)
Error plotting SB=F: index 149 is out of bounds for axis 0 with size 120

Chart 14: PA=F (R² = 0.7902)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K
   +30d (1m): $764.62 ($593.38 - $985.28)
   +60d (2m): $738.60 ($573.13 - $951.84)
   +90d (3m): $713.46 ($553.57 - $919.54)
   90-day outlook: 📉 Bearish Trend (-32.7%)
   Confidence: 79.0% | Valuation: OVERVALUED
------------------------------------------------------------
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Chart 15: OJ=F (R² = 0.7762)

📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $237.60
   +30d (1m): $201.31 ($151.25 - $267.93)
   +60d (2m): $172.73 ($129.49 - $230.42)
   +90d (3m): $148.21 ($110.80 - $198.26)
   90-day outlook: 📉 Bearish Trend (-37.6%)
   Confidence: 77.6% | Valuation: FAIR VALUE
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========================================================================================================================
🟢 TOP 2 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    CC=F             29.6%  0.884219     86.5%   $8.8K              42.1%  750 d
2    KC=F             20.2%  0.931892     70.1%   $319.45            25.4%  500 d

📊 DISPLAYING ALL 2 UNDERVALUED FUTURES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: CC=F (Undervalued by 29.6%)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.8K
   +30d (1m): $13.4K ($9.1K - $19.6K)
   +60d (2m): $14.4K ($9.8K - $21.1K)
   +90d (3m): $15.5K ($10.6K - $22.8K)
   90-day outlook: 📈 Bullish Trend (+77.5%)
   Confidence: 88.4% | Valuation: UNDERVALUED
------------------------------------------------------------
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Chart 2: KC=F (Undervalued by 20.2%)

📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $319.45
   +30d (1m): $426.63 ($362.68 - $501.85)
   +60d (2m): $454.48 ($386.31 - $534.69)
   +90d (3m): $484.15 ($411.47 - $569.68)
   90-day outlook: 📈 Bullish Trend (+51.6%)
   Confidence: 93.2% | Valuation: UNDERVALUED
------------------------------------------------------------
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========================================================================================================================
🔴 TOP 3 FUTURES INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    PA=F             33.9%  0.790151    -25.2%   $1.1K              25.3%  750 d
2    ZW=F             18.5%  0.742001    -14.4%   $590.00            15.6%  750 d
3    ZS=F             11.2%  0.869029    -16.1%   $1.1K              10.1%  750 d

📊 DISPLAYING ALL 3 OVERVALUED FUTURES WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: PA=F (Overvalued by 33.9%)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K
   +30d (1m): $764.62 ($593.38 - $985.28)
   +60d (2m): $738.60 ($573.13 - $951.84)
   +90d (3m): $713.46 ($553.57 - $919.54)
   90-day outlook: 📉 Bearish Trend (-32.7%)
   Confidence: 79.0% | Valuation: OVERVALUED
------------------------------------------------------------
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Chart 2: ZW=F (Overvalued by 18.5%)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $590.00
   +30d (1m): $488.62 ($418.49 - $570.49)
   +60d (2m): $479.67 ($410.81 - $560.07)
   +90d (3m): $470.88 ($403.26 - $549.85)
   90-day outlook: 📉 Bearish Trend (-20.2%)
   Confidence: 74.2% | Valuation: OVERVALUED
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Chart 3: ZS=F (Overvalued by 11.2%)

📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.1K
   +30d (1m): $940.97 ($838.60 - $1.1K)
   +60d (2m): $921.53 ($821.24 - $1.0K)
   +90d (3m): $902.49 ($804.24 - $1.0K)
   90-day outlook: 📉 Bearish Trend (-15.5%)
   Confidence: 86.9% | Valuation: OVERVALUED
------------------------------------------------------------
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FUTURES STATISTICS:
------------------------------------------------------------
Total futures instruments analyzed: 29
Average R-squared: 0.7553
Best R-squared: 0.954094
Average annual growth: 73.6%

Valuation breakdown:
  🟡 FAIR_VALUE: 11 (37.9%) - Hold/Monitor
  🔴 OVERVALUED: 3 (10.3%) - Sell Warnings
  🟢 UNDERVALUED: 2 (6.9%) - Buy Opportunities

Optimal window distribution:
  30 days: 4 instruments (13.8%)
  60 days: 2 instruments (6.9%)
  120 days: 3 instruments (10.3%)
  180 days: 2 instruments (6.9%)
  250 days: 1 instruments (3.4%)

📊 FUTURES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 2
  🔴 High-quality overvalued warnings: 3
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued futuress with strong trends
  ⚠️  Consider reducing overvalued futures positions

========================================================================================================================
🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    T               0.959297 504 d        51.9%   $27.72          🟡 FAIR          -0.6%
2    NFLX            0.943453 504 d        75.2%   $1.2K           🟡 FAIR           8.0%
3    PM              0.941019 378 d        68.8%   $184.10         🟡 FAIR           7.2%
4    BRK-B           0.936771 504 d        25.6%   $485.33         🟡 FAIR          -7.7%
5    JPM             0.934402 504 d        44.2%   $274.74         🟡 FAIR          -1.1%
6    IBM             0.932691 504 d        46.9%   $285.49         🟡 FAIR           6.2%
7    MRK             0.928757 252 d       -39.2%   $79.43          🟡 FAIR           4.7%
8    WMT             0.926611 504 d        50.2%   $95.12          🟡 FAIR          -7.1%
9    COST            0.925064 504 d        47.3%   $981.34         🟢 UNDER        -12.7%
10   MSFT            0.920594 21  d       117.0%   $479.53         🟡 FAIR          -0.2%
11   AVGO            0.905013 504 d        76.9%   $251.07         🟡 FAIR           2.0%
12   RTX             0.898007 42  d       213.6%   $147.32         🟡 FAIR           1.1%
13   MA              0.897852 504 d        23.2%   $550.02         🟡 FAIR          -3.9%
14   V               0.893968 252 d        45.0%   $347.31         🟡 FAIR          -6.4%
15   NVDA            0.889084 42  d       927.5%   $144.91         🟡 FAIR          -5.6%

📊 DISPLAYING ALL 15 STOCK TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: T (R² = 0.9593)

📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $27.72
   +30d (1m): $29.30 ($26.56 - $32.32)
   +60d (2m): $30.79 ($27.91 - $33.97)
   +90d (3m): $32.36 ($29.33 - $35.71)
   90-day outlook: 📈 Bullish Trend (+16.8%)
   Confidence: 95.9% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 2: NFLX (R² = 0.9435)

📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.2K
   +30d (1m): $1.2K ($1.0K - $1.4K)
   +60d (2m): $1.3K ($1.1K - $1.5K)
   +90d (3m): $1.4K ($1.2K - $1.6K)
   90-day outlook: 📈 Bullish Trend (+13.2%)
   Confidence: 94.3% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 3: PM (R² = 0.9410)

📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $184.10
   +30d (1m): $182.80 ($163.38 - $204.52)
   +60d (2m): $194.55 ($173.85 - $217.70)
   +90d (3m): $207.05 ($184.99 - $231.74)
   90-day outlook: 📈 Bullish Trend (+12.5%)
   Confidence: 94.1% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 4: BRK-B (R² = 0.9368)

📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $485.33
   +30d (1m): $540.31 ($505.01 - $578.07)
   +60d (2m): $555.18 ($518.89 - $594.02)
   +90d (3m): $570.47 ($533.14 - $610.41)
   90-day outlook: 📈 Bullish Trend (+17.5%)
   Confidence: 93.7% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 5: JPM (R² = 0.9344)

📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $274.74
   +30d (1m): $290.18 ($259.83 - $324.09)
   +60d (2m): $303.11 ($271.37 - $338.55)
   +90d (3m): $316.60 ($283.43 - $353.66)
   90-day outlook: 📈 Bullish Trend (+15.2%)
   Confidence: 93.4% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 6: IBM (R² = 0.9327)

📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $285.49
   +30d (1m): $281.29 ($250.06 - $316.43)
   +60d (2m): $294.47 ($261.74 - $331.28)
   +90d (3m): $308.26 ($273.97 - $346.84)
   90-day outlook: 📈 Bullish Trend (+8.0%)
   Confidence: 93.3% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 7: MRK (R² = 0.9288)

📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $79.43
   +30d (1m): $71.50 ($66.06 - $77.39)
   +60d (2m): $67.39 ($62.24 - $72.96)
   +90d (3m): $63.51 ($58.64 - $68.79)
   90-day outlook: 📉 Bearish Trend (-20.0%)
   Confidence: 92.9% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 8: WMT (R² = 0.9266)

📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $95.12
   +30d (1m): $107.50 ($94.36 - $122.48)
   +60d (2m): $112.84 ($99.03 - $128.56)
   +90d (3m): $118.43 ($103.93 - $134.96)
   90-day outlook: 📈 Bullish Trend (+24.5%)
   Confidence: 92.7% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 9: COST (R² = 0.9251)

📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $981.34
   +30d (1m): $1.2K ($1.0K - $1.3K)
   +60d (2m): $1.2K ($1.1K - $1.4K)
   +90d (3m): $1.3K ($1.1K - $1.5K)
   90-day outlook: 📈 Bullish Trend (+31.6%)
   Confidence: 92.5% | Valuation: UNDERVALUED
------------------------------------------------------------
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Chart 10: MSFT (R² = 0.9206)

📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: $479.53
   +30d (1m): $526.91 ($516.35 - $537.67)
   +60d (2m): $577.81 ($560.09 - $596.09)
   Confidence: 92.1% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 11: AVGO (R² = 0.9050)

📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $251.07
   +30d (1m): $263.53 ($213.49 - $325.29)
   +60d (2m): $282.04 ($228.45 - $348.20)
   +90d (3m): $301.85 ($244.45 - $372.73)
   90-day outlook: 📈 Bullish Trend (+20.2%)
   Confidence: 90.5% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 12: RTX (R² = 0.8980)
Error plotting RTX: index 131 is out of bounds for axis 0 with size 102

Chart 13: MA (R² = 0.8979)

📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $550.02
   +30d (1m): $586.97 ($541.69 - $636.04)
   +60d (2m): $601.75 ($555.29 - $652.09)
   +90d (3m): $616.90 ($569.22 - $668.56)
   90-day outlook: 📈 Bullish Trend (+12.2%)
   Confidence: 89.8% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 14: V (R² = 0.8940)

📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $347.31
   +30d (1m): $387.85 ($360.36 - $417.43)
   +60d (2m): $405.38 ($376.54 - $436.42)
   +90d (3m): $423.70 ($393.44 - $456.30)
   90-day outlook: 📈 Bullish Trend (+22.0%)
   Confidence: 89.4% | Valuation: FAIR VALUE
------------------------------------------------------------
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Chart 15: NVDA (R² = 0.8891)
Error plotting NVDA: index 131 is out of bounds for axis 0 with size 102

========================================================================================================================
🟢 TOP 1 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    COST             12.7%  0.925064     47.3%   $981.34            14.6%  504 d

📊 DISPLAYING ALL 1 UNDERVALUED STOCK OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: COST (Undervalued by 12.7%)

📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $981.34
   +30d (1m): $1.2K ($1.0K - $1.3K)
   +60d (2m): $1.2K ($1.1K - $1.4K)
   +90d (3m): $1.3K ($1.1K - $1.5K)
   90-day outlook: 📈 Bullish Trend (+31.6%)
   Confidence: 92.5% | Valuation: UNDERVALUED
------------------------------------------------------------
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========================================================================================================================
🔴 TOP 2 STOCK INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    INTC             24.4%  0.759318    -45.7%   $21.30             19.6%  378 d
2    UNH              15.9%  0.822203    -95.7%   $309.15            13.7%  63  d

📊 DISPLAYING ALL 2 OVERVALUED STOCK WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: INTC (Overvalued by 24.4%)

📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $21.30
   +30d (1m): $15.93 ($11.86 - $21.39)
   +60d (2m): $14.81 ($11.03 - $19.90)
   +90d (3m): $13.77 ($10.25 - $18.51)
   90-day outlook: 📉 Bearish Trend (-35.3%)
   Confidence: 75.9% | Valuation: OVERVALUED
------------------------------------------------------------
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Chart 2: UNH (Overvalued by 15.9%)
Error plotting UNH: index 152 is out of bounds for axis 0 with size 123

STOCK STATISTICS:
------------------------------------------------------------
Total stock instruments analyzed: 50
Average R-squared: 0.8045
Best R-squared: 0.959297
Average annual growth: 132.1%

Valuation breakdown:
  🟡 FAIR_VALUE: 38 (76.0%) - Hold/Monitor
  🔴 OVERVALUED: 2 (4.0%) - Sell Warnings
  🟢 UNDERVALUED: 1 (2.0%) - Buy Opportunities

Optimal window distribution:
  21 days (~1m): 4 instruments (8.0%)
  42 days (~2m): 13 instruments (26.0%)
  63 days (~3m): 2 instruments (4.0%)
  84 days (~4m): 2 instruments (4.0%)
  126 days (~6m): 2 instruments (4.0%)

📊 STOCK TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 1
  🔴 High-quality overvalued warnings: 2
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued stocks with strong trends
  ⚠️  Consider reducing overvalued stock positions

========================================================================================================================
🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS
========================================================================================================================

🟢 TOP 6 CRYPTO OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    IMX-USD          63.8%  0.801302   -100.0%     70.3  $0.004143      
2    HYPE-USD         41.2%  0.831823    -97.1%     58.0  $0.000005      
3    FARTCOIN-USD     37.0%  0.815053  31836.5%     54.8  $1.13          
4    FTN-USD          11.2%  0.989828    136.3%     46.3  $4.42          
5    BTC-USD          12.1%  0.936011    103.3%     44.7  $104.2K        
6    TBTC-USD         11.2%  0.932093    103.4%     44.0  $104.2K        

🟢 TOP 2 FUTURES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    CC=F             29.6%  0.884219     86.5%     53.1  $8.8K          
2    KC=F             20.2%  0.931892     70.1%     49.4  $319.45        

🟢 TOP 1 STOCK OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    COST             12.7%  0.925064     47.3%     44.6  $981.34        

========================================================================================================================
📊 OVERALL PORTFOLIO SUMMARY
========================================================================================================================
Total instruments analyzed: 171
Average trend reliability (R²): 0.7618
Best trend reliability: 0.989828

Asset distribution:
  Crypto: 92 instruments (53.8%) - Avg Growth: 829740.1%
  Stock: 50 instruments (29.2%) - Avg Growth: 132.1%
  Futures: 29 instruments (17.0%) - Avg Growth: 73.6%

Overall valuation summary:
  🟡 Fair Value: 84 (49.1%) - Hold/Monitor
  🔴 Overvalued: 18 (10.5%) - Sell Warnings
  🟢 Undervalued: 16 (9.4%) - Buy Opportunities

📊 Total charts displayed: UP TO 135 (ALL available per section per asset class)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale (straight trend lines)

========================================================================================================================
✅ COMPREHENSIVE ANALYSIS COMPLETE
========================================================================================================================

🎉 Analysis completed successfully!
Results stored in 'results' variable with 171 instrument analyses
📊 Charts displayed for ALL available instruments per section per asset class
💡 Total sections analyzed: Best Trends + Undervalued + Overvalued
📈 Chart type: Linear Regression on Log Scale with straight trend lines
============================================================